weather

Dataset statistics

Number of variables	15
Number of observations	249023
Missing cells	89
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	28.5 MiB
Average record size in memory	120.0 B

Variable types

Numeric	9
Categorical	2
DateTime	2
Text	2

Alerts

`Unnamed: 0` is highly overall correlated with `city`	High correlation
`barometer` is highly overall correlated with `temp`	High correlation
`city` is highly overall correlated with `Unnamed: 0`	High correlation
`temp` is highly overall correlated with `barometer`	High correlation
`minute` has 247670 (99.5%) zeros	Zeros
`wind` has 26711 (10.7%) zeros	Zeros

Reproduction

Analysis started	2024-05-08 10:38:51.172988
Analysis finished	2024-05-08 10:39:54.432428
Duration	1 minute and 3.26 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

HIGH CORRELATION

Distinct	246170
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	121690.69

Minimum	0
Maximum	246169
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	9598.1
Q1	59402.5
median	121658
Q3	183913.5
95-th percentile	233717.9
Maximum	246169
Range	246169
Interquartile range (IQR)	124511

Descriptive statistics

Standard deviation	71831.547
Coefficient of variation (CV)	0.59027974
Kurtosis	-1.2032973
Mean	121690.69
Median Absolute Deviation (MAD)	62256
Skewness	0.0025511142
Sum	3.030378 × 10¹⁰
Variance	5.1597711 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2	< 0.1%
1917	2	< 0.1%
1897	2	< 0.1%
1898	2	< 0.1%
1899	2	< 0.1%
1900	2	< 0.1%
1901	2	< 0.1%
1902	2	< 0.1%
1903	2	< 0.1%
1904	2	< 0.1%
Other values (246160)	249003	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	2	< 0.1%
2	2	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
246169	1	< 0.1%
246168	1	< 0.1%
246167	1	< 0.1%
246166	1	< 0.1%
246165	1	< 0.1%
246164	1	< 0.1%
246163	1	< 0.1%
246162	1	< 0.1%
246161	1	< 0.1%
246160	1	< 0.1%

city
Categorical

HIGH CORRELATION

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.9 MiB

Jawf	20352
Mecca	20268
Tabuk	20240
Northern boarder	20235
Hail	20121
Other values (8)	147807

Length

Max length	16
Median length	6
Mean length	5.7335226
Min length	2

Characters and Unicode

Total characters	1427779
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Qassim
2nd row	Qassim
3rd row	Qassim
4th row	Qassim
5th row	Qassim

Common Values

Value	Count	Frequency (%)
Jawf	20352	8.2%
Mecca	20268	8.1%
Tabuk	20240	8.1%
Northern boarder	20235	8.1%
Hail	20121	8.1%
Madina	19965	8.0%
Baha	19959	8.0%
Najran	19847	8.0%
Jazan	19829	8.0%
Qassim	19793	7.9%
Other values (3)	48414	19.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
jawf	20352	7.6%
mecca	20268	7.5%
tabuk	20240	7.5%
northern	20235	7.5%
boarder	20235	7.5%
hail	20121	7.5%
madina	19965	7.4%
baha	19959	7.4%
najran	19847	7.4%
jazan	19829	7.4%
Other values (4)	68207	25.3%

Most occurring characters

Value	Count	Frequency (%)
a	296630	20.8%
r	114275	8.0%
i	89788	6.3%
n	79876	5.6%
s	66562	4.7%
e	60738	4.3%
d	56621	4.0%
h	56615	4.0%
c	40536	2.8%
b	40475	2.8%
Other values (23)	525663	36.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1427779	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	296630	20.8%
r	114275	8.0%
i	89788	6.3%
n	79876	5.6%
s	66562	4.7%
e	60738	4.3%
d	56621	4.0%
h	56615	4.0%
c	40536	2.8%
b	40475	2.8%
Other values (23)	525663	36.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1427779	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	296630	20.8%
r	114275	8.0%
i	89788	6.3%
n	79876	5.6%
s	66562	4.7%
e	60738	4.3%
d	56621	4.0%
h	56615	4.0%
c	40536	2.8%
b	40475	2.8%
Other values (23)	525663	36.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1427779	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	296630	20.8%
r	114275	8.0%
i	89788	6.3%
n	79876	5.6%
s	66562	4.7%
e	60738	4.3%
d	56621	4.0%
h	56615	4.0%
c	40536	2.8%
b	40475	2.8%
Other values (23)	525663	36.8%

date
Date

Distinct	850
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	1.9 MiB

Minimum	2017-01-01 00:00:00
Maximum	2019-04-30 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

time
Date

Distinct	710
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	1.9 MiB

Minimum	2024-05-08 00:00:00
Maximum	2024-05-08 23:55:00

Histogram

Histogram with fixed size bins (bins=50)

year
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.9 MiB

2017	108659
2018	103920
2019	36444

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	996092
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2017
2nd row	2017
3rd row	2017
4th row	2017
5th row	2017

Common Values

Value	Count	Frequency (%)
2017	108659	43.6%
2018	103920	41.7%
2019	36444	14.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2017	108659	43.6%
2018	103920	41.7%
2019	36444	14.6%

Most occurring characters

Value	Count	Frequency (%)
2	249023	25.0%
0	249023	25.0%
1	249023	25.0%
7	108659	10.9%
8	103920	10.4%
9	36444	3.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	996092	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	249023	25.0%
0	249023	25.0%
1	249023	25.0%
7	108659	10.9%
8	103920	10.4%
9	36444	3.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	996092	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	249023	25.0%
0	249023	25.0%
1	249023	25.0%
7	108659	10.9%
8	103920	10.4%
9	36444	3.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	996092	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	249023	25.0%
0	249023	25.0%
1	249023	25.0%
7	108659	10.9%
8	103920	10.4%
9	36444	3.7%

month
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.0506941

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.521591
Coefficient of variation (CV)	0.58201438
Kurtosis	-1.2509603
Mean	6.0506941
Median Absolute Deviation (MAD)	3
Skewness	0.18490882
Sum	1506762
Variance	12.401603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	26925	10.8%
1	26074	10.5%
4	25910	10.4%
2	23817	9.6%
10	19093	7.7%
12	18705	7.5%
11	18503	7.4%
7	18334	7.4%
8	18279	7.3%
5	18147	7.3%
Other values (2)	35236	14.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	26074	10.5%
2	23817	9.6%
3	26925	10.8%
4	25910	10.4%
5	18147	7.3%
6	17571	7.1%
7	18334	7.4%
8	18279	7.3%
9	17665	7.1%
10	19093	7.7%

Value	Count	Frequency (%)
12	18705	7.5%
11	18503	7.4%
10	19093	7.7%
9	17665	7.1%
8	18279	7.3%
7	18334	7.4%
6	17571	7.1%
5	18147	7.3%
4	25910	10.4%
3	26925	10.8%

day
Real number (ℝ)

Distinct	31
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.691081

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	16
Q3	23
95-th percentile	29
Maximum	31
Range	30
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.7879583
Coefficient of variation (CV)	0.56006074
Kurtosis	-1.1921646
Mean	15.691081
Median Absolute Deviation (MAD)	8
Skewness	0.0096390535
Sum	3907440
Variance	77.228211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
1	8255	3.3%
27	8244	3.3%
20	8244	3.3%
22	8243	3.3%
5	8238	3.3%
7	8234	3.3%
8	8233	3.3%
6	8221	3.3%
13	8220	3.3%
4	8219	3.3%
Other values (21)	166672	66.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	8255	3.3%
2	8211	3.3%
3	8146	3.3%
4	8219	3.3%
5	8238	3.3%
6	8221	3.3%
7	8234	3.3%
8	8233	3.3%
9	8179	3.3%
10	8136	3.3%

Value	Count	Frequency (%)
31	4707	1.9%
30	7390	3.0%
29	7334	2.9%
28	8147	3.3%
27	8244	3.3%
26	8205	3.3%
25	8217	3.3%
24	8147	3.3%
23	8108	3.3%
22	8243	3.3%

hour
Real number (ℝ)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.53689

Minimum	1
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	7
median	13
Q3	19
95-th percentile	23
Maximum	24
Range	23
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	6.9102538
Coefficient of variation (CV)	0.55119361
Kurtosis	-1.1978157
Mean	12.53689
Median Absolute Deviation (MAD)	6
Skewness	-0.0045631312
Sum	3121974
Variance	47.751608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
7	10479	4.2%
8	10478	4.2%
13	10471	4.2%
17	10457	4.2%
23	10454	4.2%
24	10454	4.2%
10	10439	4.2%
22	10437	4.2%
21	10433	4.2%
11	10429	4.2%
Other values (14)	144492	58.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	10363	4.2%
2	10229	4.1%
3	10033	4.0%
4	10095	4.1%
5	10265	4.1%
6	10420	4.2%
7	10479	4.2%
8	10478	4.2%
9	10415	4.2%
10	10439	4.2%

Value	Count	Frequency (%)
24	10454	4.2%
23	10454	4.2%
22	10437	4.2%
21	10433	4.2%
20	10356	4.2%
19	10368	4.2%
18	10281	4.1%
17	10457	4.2%
16	10398	4.2%
15	10423	4.2%

minute
Real number (ℝ)

ZEROS

Distinct	59
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13110837

Minimum	0
Maximum	59
Zeros	247670
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	59
Range	59
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.9707102
Coefficient of variation (CV)	15.031155
Kurtosis	310.58921
Mean	0.13110837
Median Absolute Deviation (MAD)	0
Skewness	16.922587
Sum	32649
Variance	3.8836988
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	247670	99.5%
30	112	< 0.1%
25	50	< 0.1%
15	48	< 0.1%
23	47	< 0.1%
16	45	< 0.1%
18	43	< 0.1%
24	38	< 0.1%
31	37	< 0.1%
34	35	< 0.1%
Other values (49)	898	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	247670	99.5%
1	9	< 0.1%
2	14	< 0.1%
3	13	< 0.1%
4	16	< 0.1%
5	24	< 0.1%
6	20	< 0.1%
7	20	< 0.1%
8	21	< 0.1%
9	19	< 0.1%

Value	Count	Frequency (%)
59	1	< 0.1%
58	2	< 0.1%
57	1	< 0.1%
56	2	< 0.1%
55	3	< 0.1%
54	4	< 0.1%
53	2	< 0.1%
51	3	< 0.1%
50	4	< 0.1%
49	1	< 0.1%

weather
Text

Distinct	81
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.9 MiB

Length

Max length	43
Median length	6
Mean length	8.5479654
Min length	4

Characters and Unicode

Total characters	2128640
Distinct characters	38
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	< 0.1%

Sample

1st row	Clear
2nd row	Clear
3rd row	Clear
4th row	Clear
5th row	Clear

Value	Count	Frequency (%)
clear	98828	31.1%
sunny	89984	28.3%
clouds	53051	16.7%
passing	35929	11.3%
scattered	15565	4.9%
partly	8757	2.8%
thunderstorms	2470	0.8%
duststorm	1897	0.6%
fog	1807	0.6%
haze	1467	0.5%
Other values (28)	7765	2.4%

Most occurring characters

Value	Count	Frequency (%)
	320967	15.1%
n	221542	10.4%
l	164596	7.7%
a	162209	7.6%
u	148913	7.0%
s	142875	6.7%
e	138751	6.5%
r	132470	6.2%
y	100415	4.7%
C	98868	4.6%
Other values (28)	497034	23.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2128640	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	320967	15.1%
n	221542	10.4%
l	164596	7.7%
a	162209	7.6%
u	148913	7.0%
s	142875	6.7%
e	138751	6.5%
r	132470	6.2%
y	100415	4.7%
C	98868	4.6%
Other values (28)	497034	23.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2128640	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	320967	15.1%
n	221542	10.4%
l	164596	7.7%
a	162209	7.6%
u	148913	7.0%
s	142875	6.7%
e	138751	6.5%
r	132470	6.2%
y	100415	4.7%
C	98868	4.6%
Other values (28)	497034	23.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2128640	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	320967	15.1%
n	221542	10.4%
l	164596	7.7%
a	162209	7.6%
u	148913	7.0%
s	142875	6.7%
e	138751	6.5%
r	132470	6.2%
y	100415	4.7%
C	98868	4.6%
Other values (28)	497034	23.3%

temp
Real number (ℝ)

HIGH CORRELATION

Distinct	55
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.722624

Minimum	-4
Maximum	50
Zeros	35
Zeros (%)	< 0.1%
Negative	53
Negative (%)	< 0.1%
Memory size	1.9 MiB

Quantile statistics

Minimum	-4
5-th percentile	11
Q1	18
median	24
Q3	31
95-th percentile	40
Maximum	50
Range	54
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	8.8809133
Coefficient of variation (CV)	0.35922212
Kurtosis	-0.55427701
Mean	24.722624
Median Absolute Deviation (MAD)	6
Skewness	0.13560896
Sum	6156502
Variance	78.870621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	10432	4.2%
22	10238	4.1%
20	10013	4.0%
24	9952	4.0%
21	9939	4.0%
25	9835	3.9%
19	9628	3.9%
26	9552	3.8%
27	9420	3.8%
18	9154	3.7%
Other values (45)	150860	60.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4	1	< 0.1%
-3	7	< 0.1%
-2	7	< 0.1%
-1	38	< 0.1%
0	35	< 0.1%
1	67	< 0.1%
2	156	0.1%
3	250	0.1%
4	465	0.2%
5	731	0.3%

Value	Count	Frequency (%)
50	2	< 0.1%
49	13	< 0.1%
48	33	< 0.1%
47	190	0.1%
46	603	0.2%
45	1222	0.5%
44	1728	0.7%
43	2146	0.9%
42	2651	1.1%
41	2886	1.2%

wind
Real number (ℝ)

ZEROS

Distinct	44
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.957104

Minimum	-1
Maximum	163
Zeros	26711
Zeros (%)	10.7%
Negative	109
Negative (%)	< 0.1%
Memory size	1.9 MiB

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	7
median	11
Q3	19
95-th percentile	30
Maximum	163
Range	164
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.7116195
Coefficient of variation (CV)	0.67234308
Kurtosis	1.1781924
Mean	12.957104
Median Absolute Deviation (MAD)	5
Skewness	0.77252211
Sum	3226617
Variance	75.892314
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
7	31173	12.5%
0	26711	10.7%
11	25646	10.3%
9	22989	9.2%
15	22684	9.1%
19	20276	8.1%
6	16513	6.6%
13	15182	6.1%
22	13394	5.4%
17	10024	4.0%
Other values (34)	44431	17.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	109	< 0.1%
0	26711	10.7%
2	402	0.2%
4	7849	3.2%
6	16513	6.6%
7	31173	12.5%
9	22989	9.2%
11	25646	10.3%
13	15182	6.1%
15	22684	9.1%

Value	Count	Frequency (%)
163	1	< 0.1%
115	1	< 0.1%
93	2	< 0.1%
80	1	< 0.1%
76	1	< 0.1%
70	2	< 0.1%
67	5	< 0.1%
65	6	< 0.1%
63	2	< 0.1%
61	6	< 0.1%

humidity
Text

Distinct	92
Distinct (%)	< 0.1%
Missing	17
Missing (%)	< 0.1%
Memory size	1.9 MiB

Length

Max length	4
Median length	3
Mean length	2.9343269
Min length	2

Characters and Unicode

Total characters	730665
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	64%
2nd row	64%
3rd row	72%
4th row	72%
5th row	72%

Value	Count	Frequency (%)
13	6903	2.8%
15	5878	2.4%
11	5858	2.4%
12	5466	2.2%
14	5370	2.2%
10	5261	2.1%
18	5183	2.1%
20	5110	2.1%
16	5054	2.0%
17	4869	2.0%
Other values (82)	194054	77.9%

Most occurring characters

Value	Count	Frequency (%)
%	249006	34.1%
1	78216	10.7%
2	67351	9.2%
3	61845	8.5%
4	52297	7.2%
5	45630	6.2%
6	42676	5.8%
7	40641	5.6%
8	38743	5.3%
0	27809	3.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	730665	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
%	249006	34.1%
1	78216	10.7%
2	67351	9.2%
3	61845	8.5%
4	52297	7.2%
5	45630	6.2%
6	42676	5.8%
7	40641	5.6%
8	38743	5.3%
0	27809	3.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	730665	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
%	249006	34.1%
1	78216	10.7%
2	67351	9.2%
3	61845	8.5%
4	52297	7.2%
5	45630	6.2%
6	42676	5.8%
7	40641	5.6%
8	38743	5.3%
0	27809	3.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	730665	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
%	249006	34.1%
1	78216	10.7%
2	67351	9.2%
3	61845	8.5%
4	52297	7.2%
5	45630	6.2%
6	42676	5.8%
7	40641	5.6%
8	38743	5.3%
0	27809	3.8%

barometer
Real number (ℝ)

HIGH CORRELATION

Distinct	46
Distinct (%)	< 0.1%
Missing	72
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1015.4554

Minimum	904
Maximum	1101
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	904
5-th percentile	1003
Q1	1011
median	1016
Q3	1021
95-th percentile	1025
Maximum	1101
Range	197
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.9707793
Coefficient of variation (CV)	0.0068646832
Kurtosis	0.078858563
Mean	1015.4554
Median Absolute Deviation (MAD)	5
Skewness	-0.40685837
Sum	2.5279863 × 10⁸
Variance	48.591764
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
1022	12779	5.1%
1016	12637	5.1%
1023	12612	5.1%
1015	12592	5.1%
1021	12511	5.0%
1014	12475	5.0%
1013	12298	4.9%
1024	12029	4.8%
1012	11585	4.7%
1017	11309	4.5%
Other values (36)	126124	50.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
904	1	< 0.1%
990	2	< 0.1%
991	29	< 0.1%
992	71	< 0.1%
993	224	0.1%
994	425	0.2%
995	526	0.2%
996	610	0.2%
997	678	0.3%
998	678	0.3%

Value	Count	Frequency (%)
1101	2	< 0.1%
1053	1	< 0.1%
1032	2	< 0.1%
1031	44	< 0.1%
1030	138	0.1%
1029	495	0.2%
1028	1392	0.6%
1027	3052	1.2%
1026	6689	2.7%
1025	9501	3.8%

visibility
Real number (ℝ)

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.053453

Minimum	-1
Maximum	161
Zeros	405
Zeros (%)	0.2%
Negative	49644
Negative (%)	19.9%
Memory size	1.9 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	5
median	16
Q3	16
95-th percentile	16
Maximum	161
Range	162
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	7.053005
Coefficient of variation (CV)	0.63808161
Kurtosis	0.60703805
Mean	11.053453
Median Absolute Deviation (MAD)	0
Skewness	-0.79262276
Sum	2752564
Variance	49.74488
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
16	160541	64.5%
-1	49644	19.9%
8	9679	3.9%
7	6621	2.7%
6	4479	1.8%
5	4358	1.8%
9	3877	1.6%
4	2877	1.2%
3	2654	1.1%
2	2420	1.0%
Other values (5)	1873	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	49644	19.9%
0	405	0.2%
1	1462	0.6%
2	2420	1.0%
3	2654	1.1%
4	2877	1.2%
5	4358	1.8%
6	4479	1.8%
7	6621	2.7%
8	9679	3.9%

Value	Count	Frequency (%)
161	2	< 0.1%
35	1	< 0.1%
29	3	< 0.1%
16	160541	64.5%
9	3877	1.6%
8	9679	3.9%
7	6621	2.7%
6	4479	1.8%
5	4358	1.8%
4	2877	1.2%

Auto

Heatmap
Table

	Unnamed: 0	barometer	city	day	hour	minute	month	temp	visibility	wind	year
Unnamed: 0	1.000	0.381	0.826	0.004	-0.004	0.006	0.040	-0.177	-0.017	0.023	0.146
barometer	0.381	1.000	0.313	-0.003	-0.025	-0.021	-0.072	-0.683	-0.018	-0.134	0.072
city	0.826	0.313	1.000	0.000	-0.004	0.005	0.015	0.056	0.022	-0.071	0.091
day	0.004	-0.003	0.000	1.000	0.001	-0.001	0.013	0.023	-0.024	0.014	0.013
hour	-0.004	-0.025	-0.004	0.001	1.000	0.010	-0.001	0.201	-0.078	0.220	0.000
minute	0.006	-0.021	0.005	-0.001	0.010	1.000	-0.005	-0.007	-0.080	0.051	0.015
month	0.040	-0.072	0.015	0.013	-0.001	-0.005	1.000	0.263	0.025	-0.084	0.350
temp	-0.177	-0.683	0.056	0.023	0.201	-0.007	0.263	1.000	-0.008	0.249	0.191
visibility	-0.017	-0.018	0.022	-0.024	-0.078	-0.080	0.025	-0.008	1.000	-0.203	0.045
wind	0.023	-0.134	-0.071	0.014	0.220	0.051	-0.084	0.249	-0.203	1.000	0.040
year	0.146	0.072	0.091	0.013	0.000	0.015	0.350	0.191	0.045	0.040	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Unnamed: 0	city	date	time	year	month	day	hour	weather	temp	wind	humidity	barometer	visibility
0	0	Qassim	1 January 2017	00:00	2017	1	1	24	Clear	17	11	64%	1018.0	16
1	1	Qassim	1 January 2017	01:00	2017	1	1	1	Clear	17	6	64%	1018.0	16
2	2	Qassim	1 January 2017	03:00	2017	1	1	3	Clear	15	11	72%	1019.0	16
3	3	Qassim	1 January 2017	04:00	2017	1	1	4	Clear	15	11	72%	1019.0	16
4	4	Qassim	1 January 2017	05:00	2017	1	1	5	Clear	15	9	72%	1019.0	16
5	5	Qassim	1 January 2017	06:00	2017	1	1	6	Clear	13	13	82%	1019.0	16
6	6	Qassim	1 January 2017	07:00	2017	1	1	7	Sunny	12	7	88%	1019.0	16
7	7	Qassim	1 January 2017	08:00	2017	1	1	8	Sunny	14	9	72%	1021.0	16
8	8	Qassim	1 January 2017	09:00	2017	1	1	9	Sunny	15	9	72%	1021.0	7
9	9	Qassim	1 January 2017	10:00	2017	1	1	10	Sunny	17	7	64%	1021.0	9

	Unnamed: 0	city	date	time	year	month	day	hour	weather	temp	wind	humidity	barometer	visibility
249013	2843	Jawf	30 April 2019	14:00	2019	4	30	14	Partly sunny	35	19	14%	1016.0	-1
249014	2844	Jawf	30 April 2019	15:00	2019	4	30	15	Scattered clouds	34	9	14%	1015.0	-1
249015	2845	Jawf	30 April 2019	16:00	2019	4	30	16	Scattered clouds	35	15	12%	1014.0	-1
249016	2846	Jawf	30 April 2019	17:00	2019	4	30	17	Scattered clouds	35	19	12%	1014.0	-1
249017	2847	Jawf	30 April 2019	18:00	2019	4	30	18	Passing clouds	34	17	13%	1014.0	-1
249018	2848	Jawf	30 April 2019	19:00	2019	4	30	19	Passing clouds	32	19	14%	1014.0	-1
249019	2849	Jawf	30 April 2019	20:00	2019	4	30	20	Passing clouds	29	9	22%	1015.0	-1
249020	2850	Jawf	30 April 2019	21:00	2019	4	30	21	Passing clouds	27	7	24%	1016.0	-1
249021	2851	Jawf	30 April 2019	22:00	2019	4	30	22	Clear	26	0	26%	1017.0	16
249022	2852	Jawf	30 April 2019	23:00	2019	4	30	23	Clear	24	7	29%	1017.0	16

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample